{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4f30bc35",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting requests-html\n",
      "  Downloading requests_html-0.10.0-py3-none-any.whl (13 kB)\n",
      "Collecting bs4\n",
      "  Downloading bs4-0.0.1.tar.gz (1.1 kB)\n",
      "Requirement already satisfied: requests in c:\\users\\pc\\anaconda3\\lib\\site-packages (from requests-html) (2.25.1)\n",
      "Collecting fake-useragent\n",
      "  Downloading fake_useragent-1.1.3-py3-none-any.whl (50 kB)\n",
      "Collecting pyquery\n",
      "  Downloading pyquery-2.0.0-py3-none-any.whl (22 kB)\n",
      "Collecting w3lib\n",
      "  Downloading w3lib-2.1.1-py3-none-any.whl (21 kB)\n",
      "Collecting pyppeteer>=0.0.14\n",
      "  Downloading pyppeteer-1.0.2-py3-none-any.whl (83 kB)\n",
      "Collecting parse\n",
      "  Downloading parse-1.19.0.tar.gz (30 kB)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (3.10.0)\n",
      "Collecting pyee<9.0.0,>=8.1.0\n",
      "  Downloading pyee-8.2.2-py2.py3-none-any.whl (12 kB)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.4)\n",
      "Collecting websockets<11.0,>=10.0\n",
      "  Downloading websockets-10.4-cp38-cp38-win_amd64.whl (101 kB)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.59.0)\n",
      "Collecting certifi>=2021\n",
      "  Downloading certifi-2022.12.7-py3-none-any.whl (155 kB)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: zipp>=0.5 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.4.1)\n",
      "Requirement already satisfied: beautifulsoup4 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from bs4->requests-html) (4.9.3)\n",
      "Requirement already satisfied: soupsieve>1.2 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from beautifulsoup4->bs4->requests-html) (2.2.1)\n",
      "Collecting importlib-resources>=5.0\n",
      "  Downloading importlib_resources-5.12.0-py3-none-any.whl (36 kB)\n",
      "Collecting cssselect>=1.2.0\n",
      "  Downloading cssselect-1.2.0-py2.py3-none-any.whl (18 kB)\n",
      "Requirement already satisfied: lxml>=2.1 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pyquery->requests-html) (4.6.3)\n",
      "Requirement already satisfied: idna<3,>=2.5 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from requests->requests-html) (2.10)\n",
      "Requirement already satisfied: chardet<5,>=3.0.2 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from requests->requests-html) (4.0.0)\n",
      "Building wheels for collected packages: bs4, parse\n",
      "  Building wheel for bs4 (setup.py): started\n",
      "  Building wheel for bs4 (setup.py): finished with status 'done'\n",
      "  Created wheel for bs4: filename=bs4-0.0.1-py3-none-any.whl size=1273 sha256=472ac42f998cb68a8ac6448889f1fc4460315366fd4bea674f928863cbda50e4\n",
      "  Stored in directory: c:\\users\\pc\\appdata\\local\\pip\\cache\\wheels\\75\\78\\21\\68b124549c9bdc94f822c02fb9aa3578a669843f9767776bca\n",
      "  Building wheel for parse (setup.py): started\n",
      "  Building wheel for parse (setup.py): finished with status 'done'\n",
      "  Created wheel for parse: filename=parse-1.19.0-py3-none-any.whl size=24581 sha256=26369e22203b7efc98012c10409337a6fa27d2cb5f5c8510d0571c0dea81771f\n",
      "  Stored in directory: c:\\users\\pc\\appdata\\local\\pip\\cache\\wheels\\e5\\33\\1f\\68392720485b3ecf125a69e700baaab7624616deedea2fa6e2\n",
      "Successfully built bs4 parse\n",
      "Installing collected packages: websockets, pyee, importlib-resources, cssselect, certifi, w3lib, pyquery, pyppeteer, parse, fake-useragent, bs4, requests-html\n",
      "  Attempting uninstall: certifi\n",
      "    Found existing installation: certifi 2020.12.5\n",
      "    Uninstalling certifi-2020.12.5:\n",
      "      Successfully uninstalled certifi-2020.12.5\n",
      "Successfully installed bs4-0.0.1 certifi-2022.12.7 cssselect-1.2.0 fake-useragent-1.1.3 importlib-resources-5.12.0 parse-1.19.0 pyee-8.2.2 pyppeteer-1.0.2 pyquery-2.0.0 requests-html-0.10.0 w3lib-2.1.1 websockets-10.4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "conda-repo-cli 1.0.4 requires pathlib, which is not installed.\n",
      "anaconda-project 0.9.1 requires ruamel-yaml, which is not installed.\n"
     ]
    }
   ],
   "source": [
    "!pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "46c6e3be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=34'}, 'recruiter': {'imId': '945255696d7beb2c1118e52d65fb8ab7', 'imUserType': '2', 'chatted': False, 'recruiterName': '袁女士', 'recruiterTitle': 'HR Recruiting and Marketing', 'recruiterId': 'efd682ffb2d75c5f7925fbb0185fb9fb', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'dataParams': '{\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"imId\":\"945255696d7beb2c1118e52d65fb8ab7\",\"imUserType\":\"2\",\"jobId\":\"53637169\",\"recruiterName\":\"袁女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'}, {'dataInfo': '%7B%22jobId%22%3A%2255701663%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '其他股票市场上市', 'compLogo': '5bfea42f74719d2aa34cad5a03a.png', 'compId': 8062928, 'compName': '维我软件', 'compIndustry': '计算机软件', 'compScale': '100-499人', 'link': 'https://www.liepin.com/company/8062928/'}, 'job': {'labels': ['SaaS系统'], 'requireWorkYears': '3-5年', 'salary': '20-40k', 'dq': '成都-高新区', 'jobId': '55701663', 'title': 'Product Manager(CRM) 产品经理', 'topJob': False, 'advViewFlag': False, 'refreshTime': '20230327135019', 'jobKind': '2', 'link': 'https://www.liepin.com/job/1955701663.shtml', 'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=35'}, 'recruiter': {'imId': 'd2d1b8fb216557be160bef405ccde8ba', 'imUserType': '2', 'chatted': False, 'recruiterName': '白女士', 'recruiterTitle': 'Talent Partner', 'recruiterId': '6a77933d13f747d05e6b925786705a3c', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'dataParams': '{\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"imId\":\"d2d1b8fb216557be160bef405ccde8ba\",\"imUserType\":\"2\",\"jobId\":\"55701663\",\"recruiterName\":\"白女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'}, {'dataInfo': '%7B%22jobId%22%3A%2249370351%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compLogo': '61dbbbc46f9486679feb36c205u.png', 'compId': 8083523, 'compName': '沃尔沃汽车中国', 'compIndustry': '整车制造', 'compScale': '10000人以上', 'link': 'https://www.liepin.com/company/8083523/'}, 'job': {'labels': [], 'requireWorkYears': '5-10年', 'salary': '25-35k·13薪', 'dq': '上海-虹口区', 'jobId': '49370351', 'title': '产品经理/digtal product manager', 'topJob': False, 'advViewFlag': False, 'refreshTime': '20230213205509', 'jobKind': '2', 'link': 'https://www.liepin.com/job/1949370351.shtml', 'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36'}, 'recruiter': {'imId': '244c498c451abbc1063dfc1b00f6daab', 'imUserType': '2', 'chatted': False, 'recruiterName': '刘女士', 'recruiterTitle': 'HR', 'recruiterId': '243d415a12abad30e1d708dd7b6c9ab7', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'dataParams': '{\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"imId\":\"244c498c451abbc1063dfc1b00f6daab\",\"imUserType\":\"2\",\"jobId\":\"49370351\",\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}, {'dataInfo': '%7B%22jobId%22%3A%2256221199%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '其他', 'compLogo': '63ef2ec7a433107cbfe245ac01u.png', 'compId': 13425031, 'compName': '昂旭(上海)贸易有限公司', 'compIndustry': '食品/饮料/酒水', 'compScale': '1-49人', 'link': 'https://www.liepin.com/company/13425031/'}, 'job': {'labels': [], 'requireWorkYears': '3-5年', 'salary': '薪资面议', 'dq': '上海-黄浦区', 'jobId': '56221199', 'title': '产品经理/Product Manager', 'topJob': False, 'advViewFlag': False, 'refreshTime': '20230217162717', 'jobKind': '2', 'link': 'https://www.liepin.com/job/1956221199.shtml', 'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'}, 'recruiter': {'imId': '6535ae399139ebe6df514c63e89fb1b8', 'imUserType': '2', 'chatted': False, 'recruiterName': '徐女士', 'recruiterTitle': '人事行政经理', 'recruiterId': 'e27428a84e155db6cb41cd1ccd3c908b', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'dataParams': '{\"userId\":\"e27428a84e155db6cb41cd1ccd3c908b\",\"imId\":\"6535ae399139ebe6df514c63e89fb1b8\",\"imUserType\":\"2\",\"jobId\":\"56221199\",\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'}, {'dataInfo': '%7B%22jobId%22%3A%2255397811%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compLogo': '592e7a9b70320c7ee19b9c4c04a.jpg', 'compId': 8494044, 'compName': '戴姆勒／梅赛德斯－奔驰', 'compIndustry': '整车制造', 'compScale': '10000人以上', 'link': 'https://www.liepin.com/company/8494044/'}, 'job': {'labels': ['.NET', 'SystemVerilog', 'ES5', 'ECMAScript 6', 'ECMAScript'], 'requireWorkYears': '5-10年', 'salary': '薪资面议', 'dq': '上海-浦东新区', 'jobId': '55397811', 'title': 'Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理', 'topJob': False, 'advViewFlag': False, 'refreshTime': '20230330082812', 'jobKind': '2', 'link': 'https://www.liepin.com/job/1955397811.shtml', 'requireEduLevel': '统招本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'}, 'recruiter': {'imId': '3af8fdebe74dbbbe76f5ec2df67915bd', 'imUserType': '2', 'chatted': False, 'recruiterName': '陈女士', 'recruiterTitle': '招聘经理', 'recruiterId': '82b656079372824a4b73c7d29c43d41f', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'dataParams': '{\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"imId\":\"3af8fdebe74dbbbe76f5ec2df67915bd\",\"imUserType\":\"2\",\"jobId\":\"55397811\",\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'}, {'dataInfo': '%7B%22jobId%22%3A%2255701661%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '其他股票市场上市', 'compLogo': '5bfea42f74719d2aa34cad5a03a.png', 'compId': 8062928, 'compName': '维我软件', 'compIndustry': '计算机软件', 'compScale': '100-499人', 'link': 'https://www.liepin.com/company/8062928/'}, 'job': {'labels': ['SaaS系统'], 'requireWorkYears': '3-5年', 'salary': '20-40k', 'dq': '上海-静安区', 'jobId': '55701661', 'title': 'Product Manager(CRM) 产品经理', 'topJob': False, 'advViewFlag': False, 'refreshTime': '20230327135028', 'jobKind': '2', 'link': 'https://www.liepin.com/job/1955701661.shtml', 'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}, 'recruiter': {'imId': 'd2d1b8fb216557be160bef405ccde8ba', 'imUserType': '2', 'chatted': False, 'recruiterName': '白女士', 'recruiterTitle': 'Talent Partner', 'recruiterId': '6a77933d13f747d05e6b925786705a3c', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'dataParams': '{\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"imId\":\"d2d1b8fb216557be160bef405ccde8ba\",\"imUserType\":\"2\",\"jobId\":\"55701661\",\"recruiterName\":\"白女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'}]}, 'pagination': {'totalCounts': 807, 'totalPage': 10, 'pageSize': 40, 'currentPage': 0, 'hasNext': False}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"410\",\n",
    "            \"dq\": \"410\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "3407ad82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "1e4dfb2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'compList': [],\n",
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       "     'job': {'labels': ['商业产品', '计算机软件', '需求分析', '需求说明'],\n",
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       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '袁女士',\n",
       "      'recruiterTitle': 'HR Recruiting and Marketing',\n",
       "      'recruiterId': 'efd682ffb2d75c5f7925fbb0185fb9fb',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataParams': '{\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"imId\":\"945255696d7beb2c1118e52d65fb8ab7\",\"imUserType\":\"2\",\"jobId\":\"53637169\",\"recruiterName\":\"袁女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2255701663%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': '其他股票市场上市',\n",
       "      'compLogo': '5bfea42f74719d2aa34cad5a03a.png',\n",
       "      'compId': 8062928,\n",
       "      'compName': '维我软件',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/8062928/'},\n",
       "     'job': {'labels': ['SaaS系统'],\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'salary': '20-40k',\n",
       "      'dq': '成都-高新区',\n",
       "      'jobId': '55701663',\n",
       "      'title': 'Product Manager(CRM) 产品经理',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230327135019',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1955701663.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=35'},\n",
       "     'recruiter': {'imId': 'd2d1b8fb216557be160bef405ccde8ba',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '白女士',\n",
       "      'recruiterTitle': 'Talent Partner',\n",
       "      'recruiterId': '6a77933d13f747d05e6b925786705a3c',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataParams': '{\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"imId\":\"d2d1b8fb216557be160bef405ccde8ba\",\"imUserType\":\"2\",\"jobId\":\"55701663\",\"recruiterName\":\"白女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2249370351%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compLogo': '61dbbbc46f9486679feb36c205u.png',\n",
       "      'compId': 8083523,\n",
       "      'compName': '沃尔沃汽车中国',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8083523/'},\n",
       "     'job': {'labels': [],\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'salary': '25-35k·13薪',\n",
       "      'dq': '上海-虹口区',\n",
       "      'jobId': '49370351',\n",
       "      'title': '产品经理/digtal product manager',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230213205509',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1949370351.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36'},\n",
       "     'recruiter': {'imId': '244c498c451abbc1063dfc1b00f6daab',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '243d415a12abad30e1d708dd7b6c9ab7',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataParams': '{\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"imId\":\"244c498c451abbc1063dfc1b00f6daab\",\"imUserType\":\"2\",\"jobId\":\"49370351\",\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2256221199%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': '其他',\n",
       "      'compLogo': '63ef2ec7a433107cbfe245ac01u.png',\n",
       "      'compId': 13425031,\n",
       "      'compName': '昂旭(上海)贸易有限公司',\n",
       "      'compIndustry': '食品/饮料/酒水',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/13425031/'},\n",
       "     'job': {'labels': [],\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-黄浦区',\n",
       "      'jobId': '56221199',\n",
       "      'title': '产品经理/Product Manager',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230217162717',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1956221199.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'},\n",
       "     'recruiter': {'imId': '6535ae399139ebe6df514c63e89fb1b8',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '徐女士',\n",
       "      'recruiterTitle': '人事行政经理',\n",
       "      'recruiterId': 'e27428a84e155db6cb41cd1ccd3c908b',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataParams': '{\"userId\":\"e27428a84e155db6cb41cd1ccd3c908b\",\"imId\":\"6535ae399139ebe6df514c63e89fb1b8\",\"imUserType\":\"2\",\"jobId\":\"56221199\",\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2255397811%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compLogo': '592e7a9b70320c7ee19b9c4c04a.jpg',\n",
       "      'compId': 8494044,\n",
       "      'compName': '戴姆勒／梅赛德斯－奔驰',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8494044/'},\n",
       "     'job': {'labels': ['.NET',\n",
       "       'SystemVerilog',\n",
       "       'ES5',\n",
       "       'ECMAScript 6',\n",
       "       'ECMAScript'],\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'jobId': '55397811',\n",
       "      'title': 'Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230330082812',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1955397811.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'},\n",
       "     'recruiter': {'imId': '3af8fdebe74dbbbe76f5ec2df67915bd',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterId': '82b656079372824a4b73c7d29c43d41f',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataParams': '{\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"imId\":\"3af8fdebe74dbbbe76f5ec2df67915bd\",\"imUserType\":\"2\",\"jobId\":\"55397811\",\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2255701661%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': '其他股票市场上市',\n",
       "      'compLogo': '5bfea42f74719d2aa34cad5a03a.png',\n",
       "      'compId': 8062928,\n",
       "      'compName': '维我软件',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/8062928/'},\n",
       "     'job': {'labels': ['SaaS系统'],\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'salary': '20-40k',\n",
       "      'dq': '上海-静安区',\n",
       "      'jobId': '55701661',\n",
       "      'title': 'Product Manager(CRM) 产品经理',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230327135028',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1955701661.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'},\n",
       "     'recruiter': {'imId': 'd2d1b8fb216557be160bef405ccde8ba',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '白女士',\n",
       "      'recruiterTitle': 'Talent Partner',\n",
       "      'recruiterId': '6a77933d13f747d05e6b925786705a3c',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataParams': '{\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"imId\":\"d2d1b8fb216557be160bef405ccde8ba\",\"imUserType\":\"2\",\"jobId\":\"55701661\",\"recruiterName\":\"白女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'}]},\n",
       "  'pagination': {'totalCounts': 807,\n",
       "   'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'currentPage': 0,\n",
       "   'hasNext': False},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'scene': 'input',\n",
       "   'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}}}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "12a21c37",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "fc743ad7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>...</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22jobId%22%3A%2255393967%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"aab3594cf4dc0598c0cfb1e0554ca3f3\",\"...</td>\n",
       "      <td>其他</td>\n",
       "      <td>5bfe9a4874719df0ac99ccae03a.png</td>\n",
       "      <td>8587650.0</td>\n",
       "      <td>中国供销电子商务有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8587650/</td>\n",
       "      <td>[电商产品, 风控产品, 策略产品, IT互联网, to B, 电子商务, 农业, 批发/零...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1955393967.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>9010a66074085c942f0021fc381f9c45</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>武女士</td>\n",
       "      <td>薪酬主管</td>\n",
       "      <td>aab3594cf4dc0598c0cfb1e0554ca3f3</td>\n",
       "      <td>56c2940045ce594f1f6025c506a.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobId%22%3A%2250774289%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"38257b39145a161601e34eb19c58fa5c\",\"...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>637cb09ce2d83a592fde013c05u.png</td>\n",
       "      <td>1051482.0</td>\n",
       "      <td>同道猎聘集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/1051482/</td>\n",
       "      <td>[客户端产品, 用户研究, 需求分析]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1950774289.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3f635980fd134cda9da65a0dc5ff9f3d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>卢先生</td>\n",
       "      <td>COE-招聘专家</td>\n",
       "      <td>38257b39145a161601e34eb19c58fa5c</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobId%22%3A%2252842437%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"51a04c4a8dd26798e20a523d05b17bde\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9ddc74719d2aa34b765003a.png</td>\n",
       "      <td>9092862.0</td>\n",
       "      <td>lululemon</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/9092862/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1952842437.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>0c0a32dd901ac2bfac365a663ca833da</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王女士</td>\n",
       "      <td></td>\n",
       "      <td>51a04c4a8dd26798e20a523d05b17bde</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobId%22%3A%2256500125%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"e26b3b71749bfd548b299e4b3258c395\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea4c274719d2aa34cc8c303a.png</td>\n",
       "      <td>8621016.0</td>\n",
       "      <td>北京梅赛德斯奔驰销售服务有限公司</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8621016/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1956500125.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>6bf7c8d0afceed76ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>白女士</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>e26b3b71749bfd548b299e4b3258c395</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobId%22%3A%2255659871%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"18d91c08495a8eb4b16207fad6c9700b\",\"...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5e6cd41d37483e328d58d03f07u.jpg</td>\n",
       "      <td>12166219.0</td>\n",
       "      <td>Monotype</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/12166219/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1955659871.shtml</td>\n",
       "      <td>硕士</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>a56b7700cffa549f5ccdf9963d70cb82</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Associate HRBP-APAC</td>\n",
       "      <td>18d91c08495a8eb4b16207fad6c9700b</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1950965433.shtml</td>\n",
       "      <td>硕士</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22jobId%22%3A%2256472625%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"1e0168f7bd79f761b830e0c9a9674d81\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6152bdf0573d7424a46f696a01u.png</td>\n",
       "      <td>8485003.0</td>\n",
       "      <td>励德爱思唯尔信息技术(北京)有限公司</td>\n",
       "      <td>新闻和出版业</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8485003/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1956472625.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>59d5771eff4f401fad8732728d6065d6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>Talent Acquisition</td>\n",
       "      <td>1e0168f7bd79f761b830e0c9a9674d81</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22jobId%22%3A%2236908035%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>[数据产品, 数据挖掘, 数据分析, 产品规划]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1936908035.shtml</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>4a4ece35206ffdf578f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>李女士</td>\n",
       "      <td>顾问</td>\n",
       "      <td>d4be0c7af21e622076f4668dbe33f725</td>\n",
       "      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22jobId%22%3A%2245447327%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"3ebcddd9b3193ceafb68be0b3ae411e1\",\"...</td>\n",
       "      <td>C轮</td>\n",
       "      <td>5bfe9a0f74719df0ac99c18d03a.png</td>\n",
       "      <td>3215924.0</td>\n",
       "      <td>维塔士</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/3215924/</td>\n",
       "      <td>[商业产品, 计算机软件, 需求分析, 需求说明]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1945447327.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>05e66dde1f5469778fa263ed17de85b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>鱼女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>3ebcddd9b3193ceafb68be0b3ae411e1</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22jobId%22%3A%2245944317%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"38257b39145a161601e34eb19c58fa5c\",\"...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>637cb09ce2d83a592fde013c05u.png</td>\n",
       "      <td>1051482.0</td>\n",
       "      <td>同道猎聘集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/1051482/</td>\n",
       "      <td>[数据分析, 用户研究, 产品规划]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1945944317.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3f635980fd134cda9da65a0dc5ff9f3d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>卢先生</td>\n",
       "      <td>COE-招聘专家</td>\n",
       "      <td>38257b39145a161601e34eb19c58fa5c</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22jobId%22%3A%2243688015%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"a39e65ec739c49f5f63871c18e9f3afc\",\"...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型家具家电公司</td>\n",
       "      <td>家电</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/a/43688015.shtml</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>9418ebe85ff332046042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>秦女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>a39e65ec739c49f5f63871c18e9f3afc</td>\n",
       "      <td>54d0c343712e13549ab2b96701a.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22jobId%22%3A%2248531427%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"3d38444cf16082b86af796bc41f43a15\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe961b74719df0ac98f54d03a.png</td>\n",
       "      <td>8008979.0</td>\n",
       "      <td>豪德机械</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8008979/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1948531427.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>993247f23540bc9a1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>叶女士</td>\n",
       "      <td>高级人事专员</td>\n",
       "      <td>3d38444cf16082b86af796bc41f43a15</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22jobId%22%3A%2242798049%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"9856b42059af30c2416f9a918ce7977e\",\"...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内金属制品公司</td>\n",
       "      <td>金属制品</td>\n",
       "      <td>50-99人</td>\n",
       "      <td></td>\n",
       "      <td>[to B, 产品规划, 需求分析, 用户研究, 市场调研, 电子/半导体/集成电路, 汽车...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/a/42798049.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>fe3fbc4d94ca635e0eae969ce9a54d02</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>方女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9856b42059af30c2416f9a918ce7977e</td>\n",
       "      <td>63999371594b4a36d28791d808u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22jobId%22%3A%2228814467%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"268b78cf04b4cef281e37a42dfcc231f\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12261483.0</td>\n",
       "      <td>赫尔马科技(上海)有限公司</td>\n",
       "      <td>培训服务</td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/company/12261483/</td>\n",
       "      <td>[产品设计, saas]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1928814467.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>7ac9225ebe147c72937a45d7910778f0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>邱先生</td>\n",
       "      <td>区域总经理</td>\n",
       "      <td>268b78cf04b4cef281e37a42dfcc231f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22jobId%22%3A%2253177995%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"38257b39145a161601e34eb19c58fa5c\",\"...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>637cb09ce2d83a592fde013c05u.png</td>\n",
       "      <td>1051482.0</td>\n",
       "      <td>同道猎聘集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/1051482/</td>\n",
       "      <td>[客户端产品, 推荐产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1953177995.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3f635980fd134cda9da65a0dc5ff9f3d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>卢先生</td>\n",
       "      <td>COE-招聘专家</td>\n",
       "      <td>38257b39145a161601e34eb19c58fa5c</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22jobId%22%3A%2238464227%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"0bf0722094c925ae8c9f9862da3ad695\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fc72c10ddcaaa231891b6af08u.png</td>\n",
       "      <td>6145394.0</td>\n",
       "      <td>鼎芯无限</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/6145394/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1938464227.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>c7641a69cf38dca278f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>李女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>0bf0722094c925ae8c9f9862da3ad695</td>\n",
       "      <td>620b0b321cd3cd37445a7c6301u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22jobId%22%3A%2247207445%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"...</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "      <td>5bfea42f74719d2aa34cad5a03a.png</td>\n",
       "      <td>8062928.0</td>\n",
       "      <td>维我软件</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8062928/</td>\n",
       "      <td>[SaaS软件, CRM产品, to B]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1947207445.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>d2d1b8fb216557be160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>白女士</td>\n",
       "      <td>Talent Partner</td>\n",
       "      <td>6a77933d13f747d05e6b925786705a3c</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22jobId%22%3A%2232526369%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"c2a29033a4fe825502099587be9f7a60\",\"...</td>\n",
       "      <td>D轮</td>\n",
       "      <td>62df95e5f56e4b709a9a235203u.png</td>\n",
       "      <td>8925182.0</td>\n",
       "      <td>Sun King</td>\n",
       "      <td>新能源</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/8925182/</td>\n",
       "      <td>[竞品分析, 产品策略, 市场分析, 产品定义, 用户体验, 需求分析, 新产品提案]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1932526369.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>c5a554bd369f7ddac0e770cd23fcb1ad</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>祝女士</td>\n",
       "      <td>Regional Sr. HRBP</td>\n",
       "      <td>c2a29033a4fe825502099587be9f7a60</td>\n",
       "      <td>60bef91a67e2645716093e3606u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22jobId%22%3A%2257350125%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"9683a93a622d7c7988be5e5da67840ca\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5ff410cdbebf7311a41e70d804u.png</td>\n",
       "      <td>10038835.0</td>\n",
       "      <td>舒客电商</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/10038835/</td>\n",
       "      <td>[电子商务, 批发/零售, 消费品, 需求分析, 产品设计, 团队管理, 产品规划, 流程设...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1957350125.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>c51748c8e2a807e636d8c7038f74fcb7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>罗女士</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>9683a93a622d7c7988be5e5da67840ca</td>\n",
       "      <td>612ee8409642e05302411cb105u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22jobId%22%3A%2234264005%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"054c0284cfb288bbd93592fe09f38641\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe99e374719df0ac99b8ed03a.png</td>\n",
       "      <td>8043837.0</td>\n",
       "      <td>深圳方位通讯科技有限公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8043837/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1934264005.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1b4258aef387d8651837546e45eb3a29</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人事主管hrbp</td>\n",
       "      <td>054c0284cfb288bbd93592fe09f38641</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22jobId%22%3A%2257157065%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"d63f4978d5082c5a3c17040eac6965ff\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63f85894ae8ec6724b67f42d03u.png</td>\n",
       "      <td>852976.0</td>\n",
       "      <td>合元集团</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/852976/</td>\n",
       "      <td>[画像产品, 工具产品, 消费品, 产品规划, 用户研究]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1957157065.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>598e3261a17f043a9da65a0dc5ff9f3d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>d63f4978d5082c5a3c17040eac6965ff</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22jobId%22%3A%2249536051%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"5a4c262d8885e9942c69f434aaa14096\",\"...</td>\n",
       "      <td>B轮</td>\n",
       "      <td>613183e794a50f4ab32610ff01u.png</td>\n",
       "      <td>9705876.0</td>\n",
       "      <td>拉面说</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9705876/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1949536051.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>ce7ccd785f8b8d8845913e3a4abf94f3</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>毛先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>5a4c262d8885e9942c69f434aaa14096</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22jobId%22%3A%2252142081%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"e72091f3abe9808674e9c6e34f8a68d7\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12148213.0</td>\n",
       "      <td>莫仕连接器(成都)有限公司</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/12148213/</td>\n",
       "      <td>[硬件产品规划]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1952142081.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>c7919f0e6419a916db286ab5a8a082c5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>李女士</td>\n",
       "      <td>TA Partner</td>\n",
       "      <td>e72091f3abe9808674e9c6e34f8a68d7</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22jobId%22%3A%2256286627%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"6ba963bf320d184de99485503740fff1\",\"...</td>\n",
       "      <td>其他</td>\n",
       "      <td>5bfe9ac074719df0ac99e43003a.png</td>\n",
       "      <td>8055349.0</td>\n",
       "      <td>万得</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8055349/</td>\n",
       "      <td>[金融产品, 策略产品, 金融行业, IT互联网, 互联网金融, 产品规划, 移动端产品, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1956286627.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>7aa0d8a46d39fb2b62cb88e0a323364d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>6ba963bf320d184de99485503740fff1</td>\n",
       "      <td>5a9f63498e509036ebf34f6d06a.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22jobId%22%3A%2256742421%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"c680de1a3cee3bf025e0bf90184688b3\",\"...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>6221b9742a9c1049a9a3e8b802u.png</td>\n",
       "      <td>12250069.0</td>\n",
       "      <td>六合新创科技</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/12250069/</td>\n",
       "      <td>[电商产品经理  ]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1956742421.shtml</td>\n",
       "      <td>大专</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>cd4881a0ca4e72908868111a467b66bb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>马先生</td>\n",
       "      <td>hr主管</td>\n",
       "      <td>c680de1a3cee3bf025e0bf90184688b3</td>\n",
       "      <td>6221c7f64c56d92afb77eebe03u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22jobId%22%3A%2253550065%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"bd41282741832b495d14fcb327ba54e1\",\"...</td>\n",
       "      <td>A轮</td>\n",
       "      <td>5bfe969774719df0ac990e4e03a.png</td>\n",
       "      <td>9655065.0</td>\n",
       "      <td>杭州致成电子科技有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/9655065/</td>\n",
       "      <td>[数据产品, 计算机软件, to B, 产品规划, 产品设计, 原型设计, ERP产品, 需...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1953550065.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>273743b73b8b405cb8186adbf6c31dd6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>吴先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>bd41282741832b495d14fcb327ba54e1</td>\n",
       "      <td>6384709c34e8df2c1c647dda07u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22jobId%22%3A%2256729675%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"1a8d134495ec642f0ef1e946585a18a9\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fb5c993b1d9242a23ea315003u.png</td>\n",
       "      <td>12269387.0</td>\n",
       "      <td>三一帕尔菲格特种车辆装备有限公司</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12269387/</td>\n",
       "      <td>[定价/竞价产品, 商业产品, 产品规划, 团队管理, 用户研究]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1956729675.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>54d001c83b72632859a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>钱女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>1a8d134495ec642f0ef1e946585a18a9</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22jobId%22%3A%2257353437%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"1a8d134495ec642f0ef1e946585a18a9\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fb5c993b1d9242a23ea315003u.png</td>\n",
       "      <td>12269387.0</td>\n",
       "      <td>三一帕尔菲格特种车辆装备有限公司</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12269387/</td>\n",
       "      <td>[定价/竞价产品, 商业产品, 产品规划, 用户研究, 团队管理]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1957353437.shtml</td>\n",
       "      <td>硕士</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>54d001c83b72632859a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>钱女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>1a8d134495ec642f0ef1e946585a18a9</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22jobId%22%3A%2244022163%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"c204e12c186b70d57858b553fb56c213\",\"...</td>\n",
       "      <td>D轮</td>\n",
       "      <td>6163dc033df70d56f3b601a406u.png</td>\n",
       "      <td>10047697.0</td>\n",
       "      <td>BroadLink</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/10047697/</td>\n",
       "      <td>[ppt, 需求分析, 硬件产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1944022163.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>c01b7239c29322d914c33c05749ae593</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>物联网解决方案事业部副总</td>\n",
       "      <td>c204e12c186b70d57858b553fb56c213</td>\n",
       "      <td>616d0eaff3e81c74a137689a06u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22jobId%22%3A%2244892841%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"353e506e435b98110f03be3f8eb70477\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/a/44892841.shtml</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>7e851e39422316a9c051c4e7ef49e137</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>353e506e435b98110f03be3f8eb70477</td>\n",
       "      <td>6124674cfeab1239c90f01d601u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22jobId%22%3A%2255089575%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"64ad619618d438cff438b82dd3028b0c\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9fae74719d2aa34bd17803a.png</td>\n",
       "      <td>7978881.0</td>\n",
       "      <td>范德兰德</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/7978881/</td>\n",
       "      <td>[to G]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1955089575.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>67300386979fa3d6d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>孙女士</td>\n",
       "      <td></td>\n",
       "      <td>64ad619618d438cff438b82dd3028b0c</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22jobId%22%3A%2243958071%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"612c11dd210e0464ec5c2059058991df\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6046e1f3b894721491d45d8f07u.png</td>\n",
       "      <td>12526719.0</td>\n",
       "      <td>北京微仙医疗科技有限公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12526719/</td>\n",
       "      <td>[渠道销售, 市场洞察, 团队管理, 销售管理]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1943958071.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5d3352a2d7afe5e267766a03c68ce883</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>唐先生</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>612c11dd210e0464ec5c2059058991df</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22jobId%22%3A%2253637209%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>592e7a9b70320c7ee19b9c4c04a.jpg</td>\n",
       "      <td>8494044.0</td>\n",
       "      <td>戴姆勒／梅赛德斯－奔驰</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>[AT变速器, SystemVerilog]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1953637209.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>945255696d7beb2c1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>袁女士</td>\n",
       "      <td>HR Recruiting and Marketing</td>\n",
       "      <td>efd682ffb2d75c5f7925fbb0185fb9fb</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22jobId%22%3A%2253370887%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"b69fd5c36585947f42d05a8e2630beaf\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea48674719d2aa34cbda703a.png</td>\n",
       "      <td>33708.0</td>\n",
       "      <td>西门子</td>\n",
       "      <td>工业自动化</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/33708/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1953370887.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>4164f33d00e1d78a351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>TA Consultant</td>\n",
       "      <td>b69fd5c36585947f42d05a8e2630beaf</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22jobId%22%3A%2253637169%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>592e7a9b70320c7ee19b9c4c04a.jpg</td>\n",
       "      <td>8494044.0</td>\n",
       "      <td>戴姆勒／梅赛德斯－奔驰</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>[AT变速器, SystemVerilog]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1953637169.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>945255696d7beb2c1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>袁女士</td>\n",
       "      <td>HR Recruiting and Marketing</td>\n",
       "      <td>efd682ffb2d75c5f7925fbb0185fb9fb</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22jobId%22%3A%2255701663%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"...</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "      <td>5bfea42f74719d2aa34cad5a03a.png</td>\n",
       "      <td>8062928.0</td>\n",
       "      <td>维我软件</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8062928/</td>\n",
       "      <td>[SaaS系统]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1955701663.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>d2d1b8fb216557be160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>白女士</td>\n",
       "      <td>Talent Partner</td>\n",
       "      <td>6a77933d13f747d05e6b925786705a3c</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22jobId%22%3A%2249370351%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61dbbbc46f9486679feb36c205u.png</td>\n",
       "      <td>8083523.0</td>\n",
       "      <td>沃尔沃汽车中国</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8083523/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1949370351.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>244c498c451abbc1063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>243d415a12abad30e1d708dd7b6c9ab7</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22jobId%22%3A%2256221199%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"e27428a84e155db6cb41cd1ccd3c908b\",\"...</td>\n",
       "      <td>其他</td>\n",
       "      <td>63ef2ec7a433107cbfe245ac01u.png</td>\n",
       "      <td>13425031.0</td>\n",
       "      <td>昂旭(上海)贸易有限公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13425031/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1956221199.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>6535ae399139ebe6df514c63e89fb1b8</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>徐女士</td>\n",
       "      <td>人事行政经理</td>\n",
       "      <td>e27428a84e155db6cb41cd1ccd3c908b</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22jobId%22%3A%2255397811%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>592e7a9b70320c7ee19b9c4c04a.jpg</td>\n",
       "      <td>8494044.0</td>\n",
       "      <td>戴姆勒／梅赛德斯－奔驰</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>[.NET, SystemVerilog, ES5, ECMAScript 6, ECMAS...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1955397811.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3af8fdebe74dbbbe76f5ec2df67915bd</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>82b656079372824a4b73c7d29c43d41f</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22jobId%22%3A%2255701661%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"...</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "      <td>5bfea42f74719d2aa34cad5a03a.png</td>\n",
       "      <td>8062928.0</td>\n",
       "      <td>维我软件</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8062928/</td>\n",
       "      <td>[SaaS系统]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1955701661.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>d2d1b8fb216557be160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>白女士</td>\n",
       "      <td>Talent Partner</td>\n",
       "      <td>6a77933d13f747d05e6b925786705a3c</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22jobId%22%3A%2255393967%22%2C%22sfrom%22%...   \n",
       "1   %7B%22jobId%22%3A%2250774289%22%2C%22sfrom%22%...   \n",
       "2   %7B%22jobId%22%3A%2252842437%22%2C%22sfrom%22%...   \n",
       "3   %7B%22jobId%22%3A%2256500125%22%2C%22sfrom%22%...   \n",
       "4   %7B%22jobId%22%3A%2255659871%22%2C%22sfrom%22%...   \n",
       "5   %7B%22jobId%22%3A%2250965433%22%2C%22sfrom%22%...   \n",
       "6   %7B%22jobId%22%3A%2256472625%22%2C%22sfrom%22%...   \n",
       "7   %7B%22jobId%22%3A%2236908035%22%2C%22sfrom%22%...   \n",
       "8   %7B%22jobId%22%3A%2245447327%22%2C%22sfrom%22%...   \n",
       "9   %7B%22jobId%22%3A%2245944317%22%2C%22sfrom%22%...   \n",
       "10  %7B%22jobId%22%3A%2243688015%22%2C%22sfrom%22%...   \n",
       "11  %7B%22jobId%22%3A%2248531427%22%2C%22sfrom%22%...   \n",
       "12  %7B%22jobId%22%3A%2242798049%22%2C%22sfrom%22%...   \n",
       "13  %7B%22jobId%22%3A%2228814467%22%2C%22sfrom%22%...   \n",
       "14  %7B%22jobId%22%3A%2253177995%22%2C%22sfrom%22%...   \n",
       "15  %7B%22jobId%22%3A%2238464227%22%2C%22sfrom%22%...   \n",
       "16  %7B%22jobId%22%3A%2247207445%22%2C%22sfrom%22%...   \n",
       "17  %7B%22jobId%22%3A%2232526369%22%2C%22sfrom%22%...   \n",
       "18  %7B%22jobId%22%3A%2257350125%22%2C%22sfrom%22%...   \n",
       "19  %7B%22jobId%22%3A%2234264005%22%2C%22sfrom%22%...   \n",
       "20  %7B%22jobId%22%3A%2257157065%22%2C%22sfrom%22%...   \n",
       "21  %7B%22jobId%22%3A%2249536051%22%2C%22sfrom%22%...   \n",
       "22  %7B%22jobId%22%3A%2252142081%22%2C%22sfrom%22%...   \n",
       "23  %7B%22jobId%22%3A%2256286627%22%2C%22sfrom%22%...   \n",
       "24  %7B%22jobId%22%3A%2256742421%22%2C%22sfrom%22%...   \n",
       "25  %7B%22jobId%22%3A%2253550065%22%2C%22sfrom%22%...   \n",
       "26  %7B%22jobId%22%3A%2256729675%22%2C%22sfrom%22%...   \n",
       "27  %7B%22jobId%22%3A%2257353437%22%2C%22sfrom%22%...   \n",
       "28  %7B%22jobId%22%3A%2244022163%22%2C%22sfrom%22%...   \n",
       "29  %7B%22jobId%22%3A%2244892841%22%2C%22sfrom%22%...   \n",
       "30  %7B%22jobId%22%3A%2255089575%22%2C%22sfrom%22%...   \n",
       "31  %7B%22jobId%22%3A%2243958071%22%2C%22sfrom%22%...   \n",
       "32  %7B%22jobId%22%3A%2253637209%22%2C%22sfrom%22%...   \n",
       "33  %7B%22jobId%22%3A%2253370887%22%2C%22sfrom%22%...   \n",
       "34  %7B%22jobId%22%3A%2253637169%22%2C%22sfrom%22%...   \n",
       "35  %7B%22jobId%22%3A%2255701663%22%2C%22sfrom%22%...   \n",
       "36  %7B%22jobId%22%3A%2249370351%22%2C%22sfrom%22%...   \n",
       "37  %7B%22jobId%22%3A%2256221199%22%2C%22sfrom%22%...   \n",
       "38  %7B%22jobId%22%3A%2255397811%22%2C%22sfrom%22%...   \n",
       "39  %7B%22jobId%22%3A%2255701661%22%2C%22sfrom%22%...   \n",
       "\n",
       "                                           dataParams comp.compStage  \\\n",
       "0   {\"userId\":\"aab3594cf4dc0598c0cfb1e0554ca3f3\",\"...             其他   \n",
       "1   {\"userId\":\"38257b39145a161601e34eb19c58fa5c\",\"...           港股上市   \n",
       "2   {\"userId\":\"51a04c4a8dd26798e20a523d05b17bde\",\"...            NaN   \n",
       "3   {\"userId\":\"e26b3b71749bfd548b299e4b3258c395\",\"...            NaN   \n",
       "4   {\"userId\":\"18d91c08495a8eb4b16207fad6c9700b\",\"...            已上市   \n",
       "5   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...            NaN   \n",
       "6   {\"userId\":\"1e0168f7bd79f761b830e0c9a9674d81\",\"...            NaN   \n",
       "7   {\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"...           港股上市   \n",
       "8   {\"userId\":\"3ebcddd9b3193ceafb68be0b3ae411e1\",\"...             C轮   \n",
       "9   {\"userId\":\"38257b39145a161601e34eb19c58fa5c\",\"...           港股上市   \n",
       "10  {\"userId\":\"a39e65ec739c49f5f63871c18e9f3afc\",\"...          不需要融资   \n",
       "11  {\"userId\":\"3d38444cf16082b86af796bc41f43a15\",\"...            NaN   \n",
       "12  {\"userId\":\"9856b42059af30c2416f9a918ce7977e\",\"...          融资未公开   \n",
       "13  {\"userId\":\"268b78cf04b4cef281e37a42dfcc231f\",\"...            NaN   \n",
       "14  {\"userId\":\"38257b39145a161601e34eb19c58fa5c\",\"...           港股上市   \n",
       "15  {\"userId\":\"0bf0722094c925ae8c9f9862da3ad695\",\"...            NaN   \n",
       "16  {\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"...       其他股票市场上市   \n",
       "17  {\"userId\":\"c2a29033a4fe825502099587be9f7a60\",\"...             D轮   \n",
       "18  {\"userId\":\"9683a93a622d7c7988be5e5da67840ca\",\"...            NaN   \n",
       "19  {\"userId\":\"054c0284cfb288bbd93592fe09f38641\",\"...            NaN   \n",
       "20  {\"userId\":\"d63f4978d5082c5a3c17040eac6965ff\",\"...            NaN   \n",
       "21  {\"userId\":\"5a4c262d8885e9942c69f434aaa14096\",\"...             B轮   \n",
       "22  {\"userId\":\"e72091f3abe9808674e9c6e34f8a68d7\",\"...            NaN   \n",
       "23  {\"userId\":\"6ba963bf320d184de99485503740fff1\",\"...             其他   \n",
       "24  {\"userId\":\"c680de1a3cee3bf025e0bf90184688b3\",\"...          融资未公开   \n",
       "25  {\"userId\":\"bd41282741832b495d14fcb327ba54e1\",\"...             A轮   \n",
       "26  {\"userId\":\"1a8d134495ec642f0ef1e946585a18a9\",\"...            NaN   \n",
       "27  {\"userId\":\"1a8d134495ec642f0ef1e946585a18a9\",\"...            NaN   \n",
       "28  {\"userId\":\"c204e12c186b70d57858b553fb56c213\",\"...             D轮   \n",
       "29  {\"userId\":\"353e506e435b98110f03be3f8eb70477\",\"...            NaN   \n",
       "30  {\"userId\":\"64ad619618d438cff438b82dd3028b0c\",\"...            NaN   \n",
       "31  {\"userId\":\"612c11dd210e0464ec5c2059058991df\",\"...            NaN   \n",
       "32  {\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"...            NaN   \n",
       "33  {\"userId\":\"b69fd5c36585947f42d05a8e2630beaf\",\"...            NaN   \n",
       "34  {\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"...            NaN   \n",
       "35  {\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"...       其他股票市场上市   \n",
       "36  {\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...            NaN   \n",
       "37  {\"userId\":\"e27428a84e155db6cb41cd1ccd3c908b\",\"...             其他   \n",
       "38  {\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"...            NaN   \n",
       "39  {\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"...       其他股票市场上市   \n",
       "\n",
       "                      comp.compLogo  comp.compId       comp.compName  \\\n",
       "0   5bfe9a4874719df0ac99ccae03a.png    8587650.0        中国供销电子商务有限公司   \n",
       "1   637cb09ce2d83a592fde013c05u.png    1051482.0              同道猎聘集团   \n",
       "2   5bfe9ddc74719d2aa34b765003a.png    9092862.0           lululemon   \n",
       "3   5bfea4c274719d2aa34cc8c303a.png    8621016.0    北京梅赛德斯奔驰销售服务有限公司   \n",
       "4   5e6cd41d37483e328d58d03f07u.jpg   12166219.0            Monotype   \n",
       "5   6274ee6d04a5ff469b10880402u.png    8112968.0                仙婷集团   \n",
       "6   6152bdf0573d7424a46f696a01u.png    8485003.0  励德爱思唯尔信息技术(北京)有限公司   \n",
       "7   5bfe915474719d35745acf0903a.png    1072424.0              阿里巴巴集团   \n",
       "8   5bfe9a0f74719df0ac99c18d03a.png    3215924.0                 维塔士   \n",
       "9   637cb09ce2d83a592fde013c05u.png    1051482.0              同道猎聘集团   \n",
       "10  60e2fe0bf3df194a3c48adb502u.png          NaN         某国内大型家具家电公司   \n",
       "11  5bfe961b74719df0ac98f54d03a.png    8008979.0                豪德机械   \n",
       "12  60e2fe0bf3df194a3c48adb502u.png          NaN           某国内金属制品公司   \n",
       "13  61b07937d0458d53c627567e02u.jpg   12261483.0       赫尔马科技(上海)有限公司   \n",
       "14  637cb09ce2d83a592fde013c05u.png    1051482.0              同道猎聘集团   \n",
       "15  5fc72c10ddcaaa231891b6af08u.png    6145394.0                鼎芯无限   \n",
       "16  5bfea42f74719d2aa34cad5a03a.png    8062928.0                维我软件   \n",
       "17  62df95e5f56e4b709a9a235203u.png    8925182.0            Sun King   \n",
       "18  5ff410cdbebf7311a41e70d804u.png   10038835.0                舒客电商   \n",
       "19  5bfe99e374719df0ac99b8ed03a.png    8043837.0        深圳方位通讯科技有限公司   \n",
       "20  63f85894ae8ec6724b67f42d03u.png     852976.0                合元集团   \n",
       "21  613183e794a50f4ab32610ff01u.png    9705876.0                 拉面说   \n",
       "22  61b07937d0458d53c627567e02u.jpg   12148213.0       莫仕连接器(成都)有限公司   \n",
       "23  5bfe9ac074719df0ac99e43003a.png    8055349.0                  万得   \n",
       "24  6221b9742a9c1049a9a3e8b802u.png   12250069.0              六合新创科技   \n",
       "25  5bfe969774719df0ac990e4e03a.png    9655065.0        杭州致成电子科技有限公司   \n",
       "26  5fb5c993b1d9242a23ea315003u.png   12269387.0    三一帕尔菲格特种车辆装备有限公司   \n",
       "27  5fb5c993b1d9242a23ea315003u.png   12269387.0    三一帕尔菲格特种车辆装备有限公司   \n",
       "28  6163dc033df70d56f3b601a406u.png   10047697.0           BroadLink   \n",
       "29  60e2fe0bf3df194a3c48adb502u.png          NaN               某知名公司   \n",
       "30  5bfe9fae74719d2aa34bd17803a.png    7978881.0                范德兰德   \n",
       "31  6046e1f3b894721491d45d8f07u.png   12526719.0        北京微仙医疗科技有限公司   \n",
       "32  592e7a9b70320c7ee19b9c4c04a.jpg    8494044.0         戴姆勒／梅赛德斯－奔驰   \n",
       "33  5bfea48674719d2aa34cbda703a.png      33708.0                 西门子   \n",
       "34  592e7a9b70320c7ee19b9c4c04a.jpg    8494044.0         戴姆勒／梅赛德斯－奔驰   \n",
       "35  5bfea42f74719d2aa34cad5a03a.png    8062928.0                维我软件   \n",
       "36  61dbbbc46f9486679feb36c205u.png    8083523.0             沃尔沃汽车中国   \n",
       "37  63ef2ec7a433107cbfe245ac01u.png   13425031.0        昂旭(上海)贸易有限公司   \n",
       "38  592e7a9b70320c7ee19b9c4c04a.jpg    8494044.0         戴姆勒／梅赛德斯－奔驰   \n",
       "39  5bfea42f74719d2aa34cad5a03a.png    8062928.0                维我软件   \n",
       "\n",
       "   comp.compIndustry comp.compScale                                 comp.link  \\\n",
       "0                互联网       100-499人   https://www.liepin.com/company/8587650/   \n",
       "1                互联网     2000-5000人   https://www.liepin.com/company/1051482/   \n",
       "2           服装/纺织/皮革       10000人以上   https://www.liepin.com/company/9092862/   \n",
       "3               整车制造       500-999人   https://www.liepin.com/company/8621016/   \n",
       "4              计算机软件       500-999人  https://www.liepin.com/company/12166219/   \n",
       "5             贸易/进出口         50-99人   https://www.liepin.com/company/8112968/   \n",
       "6             新闻和出版业     2000-5000人   https://www.liepin.com/company/8485003/   \n",
       "7                互联网       10000人以上   https://www.liepin.com/company/1072424/   \n",
       "8              计算机软件     1000-2000人   https://www.liepin.com/company/3215924/   \n",
       "9                互联网     2000-5000人   https://www.liepin.com/company/1051482/   \n",
       "10                家电     2000-5000人                                             \n",
       "11             机械/设备       100-499人   https://www.liepin.com/company/8008979/   \n",
       "12              金属制品         50-99人                                             \n",
       "13              培训服务                 https://www.liepin.com/company/12261483/   \n",
       "14               互联网     2000-5000人   https://www.liepin.com/company/1051482/   \n",
       "15       电子/半导体/集成电路       100-499人   https://www.liepin.com/company/6145394/   \n",
       "16             计算机软件       100-499人   https://www.liepin.com/company/8062928/   \n",
       "17               新能源     1000-2000人   https://www.liepin.com/company/8925182/   \n",
       "18              电子商务       100-499人  https://www.liepin.com/company/10038835/   \n",
       "19              通信设备       100-499人   https://www.liepin.com/company/8043837/   \n",
       "20       电子/半导体/集成电路     2000-5000人    https://www.liepin.com/company/852976/   \n",
       "21          食品/饮料/酒水       100-499人   https://www.liepin.com/company/9705876/   \n",
       "22             机械/设备     2000-5000人  https://www.liepin.com/company/12148213/   \n",
       "23               互联网     2000-5000人   https://www.liepin.com/company/8055349/   \n",
       "24            专业技术服务       500-999人  https://www.liepin.com/company/12250069/   \n",
       "25              IT服务       500-999人   https://www.liepin.com/company/9655065/   \n",
       "26             机械/设备       100-499人  https://www.liepin.com/company/12269387/   \n",
       "27             机械/设备       100-499人  https://www.liepin.com/company/12269387/   \n",
       "28              智能硬件       100-499人  https://www.liepin.com/company/10047697/   \n",
       "29            人力资源服务       100-499人                                             \n",
       "30           电气机械/器材       100-499人   https://www.liepin.com/company/7978881/   \n",
       "31              医疗器械         50-99人  https://www.liepin.com/company/12526719/   \n",
       "32              整车制造       10000人以上   https://www.liepin.com/company/8494044/   \n",
       "33             工业自动化       10000人以上     https://www.liepin.com/company/33708/   \n",
       "34              整车制造       10000人以上   https://www.liepin.com/company/8494044/   \n",
       "35             计算机软件       100-499人   https://www.liepin.com/company/8062928/   \n",
       "36              整车制造       10000人以上   https://www.liepin.com/company/8083523/   \n",
       "37          食品/饮料/酒水          1-49人  https://www.liepin.com/company/13425031/   \n",
       "38              整车制造       10000人以上   https://www.liepin.com/company/8494044/   \n",
       "39             计算机软件       100-499人   https://www.liepin.com/company/8062928/   \n",
       "\n",
       "                                           job.labels  ...  \\\n",
       "0   [电商产品, 风控产品, 策略产品, IT互联网, to B, 电子商务, 农业, 批发/零...  ...   \n",
       "1                                 [客户端产品, 用户研究, 需求分析]  ...   \n",
       "2                                                  []  ...   \n",
       "3                                                  []  ...   \n",
       "4                                                  []  ...   \n",
       "5   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  ...   \n",
       "6                                                  []  ...   \n",
       "7                            [数据产品, 数据挖掘, 数据分析, 产品规划]  ...   \n",
       "8                           [商业产品, 计算机软件, 需求分析, 需求说明]  ...   \n",
       "9                                  [数据分析, 用户研究, 产品规划]  ...   \n",
       "10                                                 []  ...   \n",
       "11                                                 []  ...   \n",
       "12  [to B, 产品规划, 需求分析, 用户研究, 市场调研, 电子/半导体/集成电路, 汽车...  ...   \n",
       "13                                       [产品设计, saas]  ...   \n",
       "14                                      [客户端产品, 推荐产品]  ...   \n",
       "15                                                 []  ...   \n",
       "16                              [SaaS软件, CRM产品, to B]  ...   \n",
       "17        [竞品分析, 产品策略, 市场分析, 产品定义, 用户体验, 需求分析, 新产品提案]  ...   \n",
       "18  [电子商务, 批发/零售, 消费品, 需求分析, 产品设计, 团队管理, 产品规划, 流程设...  ...   \n",
       "19                                                 []  ...   \n",
       "20                      [画像产品, 工具产品, 消费品, 产品规划, 用户研究]  ...   \n",
       "21                                                 []  ...   \n",
       "22                                           [硬件产品规划]  ...   \n",
       "23  [金融产品, 策略产品, 金融行业, IT互联网, 互联网金融, 产品规划, 移动端产品, ...  ...   \n",
       "24                                         [电商产品经理  ]  ...   \n",
       "25  [数据产品, 计算机软件, to B, 产品规划, 产品设计, 原型设计, ERP产品, 需...  ...   \n",
       "26                  [定价/竞价产品, 商业产品, 产品规划, 团队管理, 用户研究]  ...   \n",
       "27                  [定价/竞价产品, 商业产品, 产品规划, 用户研究, 团队管理]  ...   \n",
       "28                                  [ppt, 需求分析, 硬件产品]  ...   \n",
       "29                                                 []  ...   \n",
       "30                                             [to G]  ...   \n",
       "31                           [渠道销售, 市场洞察, 团队管理, 销售管理]  ...   \n",
       "32                             [AT变速器, SystemVerilog]  ...   \n",
       "33                                                 []  ...   \n",
       "34                             [AT变速器, SystemVerilog]  ...   \n",
       "35                                           [SaaS系统]  ...   \n",
       "36                                                 []  ...   \n",
       "37                                                 []  ...   \n",
       "38  [.NET, SystemVerilog, ES5, ECMAScript 6, ECMAS...  ...   \n",
       "39                                           [SaaS系统]  ...   \n",
       "\n",
       "                                       job.link job.requireEduLevel  \\\n",
       "0   https://www.liepin.com/job/1955393967.shtml                  本科   \n",
       "1   https://www.liepin.com/job/1950774289.shtml                统招本科   \n",
       "2   https://www.liepin.com/job/1952842437.shtml                  本科   \n",
       "3   https://www.liepin.com/job/1956500125.shtml                统招本科   \n",
       "4   https://www.liepin.com/job/1955659871.shtml                  硕士   \n",
       "5   https://www.liepin.com/job/1950965433.shtml                  硕士   \n",
       "6   https://www.liepin.com/job/1956472625.shtml                  本科   \n",
       "7   https://www.liepin.com/job/1936908035.shtml                学历不限   \n",
       "8   https://www.liepin.com/job/1945447327.shtml                  本科   \n",
       "9   https://www.liepin.com/job/1945944317.shtml                统招本科   \n",
       "10      https://www.liepin.com/a/43688015.shtml               本科及以上   \n",
       "11  https://www.liepin.com/job/1948531427.shtml                统招本科   \n",
       "12      https://www.liepin.com/a/42798049.shtml                统招本科   \n",
       "13  https://www.liepin.com/job/1928814467.shtml                  本科   \n",
       "14  https://www.liepin.com/job/1953177995.shtml                  本科   \n",
       "15  https://www.liepin.com/job/1938464227.shtml                统招本科   \n",
       "16  https://www.liepin.com/job/1947207445.shtml                  本科   \n",
       "17  https://www.liepin.com/job/1932526369.shtml                  本科   \n",
       "18  https://www.liepin.com/job/1957350125.shtml                统招本科   \n",
       "19  https://www.liepin.com/job/1934264005.shtml                  本科   \n",
       "20  https://www.liepin.com/job/1957157065.shtml                统招本科   \n",
       "21  https://www.liepin.com/job/1949536051.shtml                  本科   \n",
       "22  https://www.liepin.com/job/1952142081.shtml                  本科   \n",
       "23  https://www.liepin.com/job/1956286627.shtml                  本科   \n",
       "24  https://www.liepin.com/job/1956742421.shtml                  大专   \n",
       "25  https://www.liepin.com/job/1953550065.shtml                  本科   \n",
       "26  https://www.liepin.com/job/1956729675.shtml                  本科   \n",
       "27  https://www.liepin.com/job/1957353437.shtml                  硕士   \n",
       "28  https://www.liepin.com/job/1944022163.shtml                  本科   \n",
       "29      https://www.liepin.com/a/44892841.shtml               本科及以上   \n",
       "30  https://www.liepin.com/job/1955089575.shtml                  本科   \n",
       "31  https://www.liepin.com/job/1943958071.shtml                  本科   \n",
       "32  https://www.liepin.com/job/1953637209.shtml                  本科   \n",
       "33  https://www.liepin.com/job/1953370887.shtml                统招本科   \n",
       "34  https://www.liepin.com/job/1953637169.shtml                  本科   \n",
       "35  https://www.liepin.com/job/1955701663.shtml                  本科   \n",
       "36  https://www.liepin.com/job/1949370351.shtml                  本科   \n",
       "37  https://www.liepin.com/job/1956221199.shtml                  本科   \n",
       "38  https://www.liepin.com/job/1955397811.shtml                统招本科   \n",
       "39  https://www.liepin.com/job/1955701661.shtml                  本科   \n",
       "\n",
       "                                       job.dataPromId  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  recruiter.chatted  \\\n",
       "0   9010a66074085c942f0021fc381f9c45                    2              False   \n",
       "1   3f635980fd134cda9da65a0dc5ff9f3d                    2              False   \n",
       "2   0c0a32dd901ac2bfac365a663ca833da                    2              False   \n",
       "3   6bf7c8d0afceed76ee7b65a82243fe9b                    2              False   \n",
       "4   a56b7700cffa549f5ccdf9963d70cb82                    2              False   \n",
       "5   0ce6f53a162e27cc9427b88c78d2ff1f                    2              False   \n",
       "6   59d5771eff4f401fad8732728d6065d6                    2              False   \n",
       "7   4a4ece35206ffdf578f5885b11a76839                    2              False   \n",
       "8   05e66dde1f5469778fa263ed17de85b1                    2              False   \n",
       "9   3f635980fd134cda9da65a0dc5ff9f3d                    2              False   \n",
       "10  9418ebe85ff332046042c177f0a1d2b1                    2              False   \n",
       "11  993247f23540bc9a1118e52d65fb8ab7                    2              False   \n",
       "12  fe3fbc4d94ca635e0eae969ce9a54d02                    2              False   \n",
       "13  7ac9225ebe147c72937a45d7910778f0                    2              False   \n",
       "14  3f635980fd134cda9da65a0dc5ff9f3d                    2              False   \n",
       "15  c7641a69cf38dca278f5885b11a76839                    2              False   \n",
       "16  d2d1b8fb216557be160bef405ccde8ba                    2              False   \n",
       "17  c5a554bd369f7ddac0e770cd23fcb1ad                    2              False   \n",
       "18  c51748c8e2a807e636d8c7038f74fcb7                    2              False   \n",
       "19  1b4258aef387d8651837546e45eb3a29                    2              False   \n",
       "20  598e3261a17f043a9da65a0dc5ff9f3d                    2              False   \n",
       "21  ce7ccd785f8b8d8845913e3a4abf94f3                    2              False   \n",
       "22  c7919f0e6419a916db286ab5a8a082c5                    2              False   \n",
       "23  7aa0d8a46d39fb2b62cb88e0a323364d                    2              False   \n",
       "24  cd4881a0ca4e72908868111a467b66bb                    2              False   \n",
       "25  273743b73b8b405cb8186adbf6c31dd6                    2              False   \n",
       "26  54d001c83b72632859a7d64ad9817c9f                    2              False   \n",
       "27  54d001c83b72632859a7d64ad9817c9f                    2              False   \n",
       "28  c01b7239c29322d914c33c05749ae593                    2              False   \n",
       "29  7e851e39422316a9c051c4e7ef49e137                    2              False   \n",
       "30  67300386979fa3d6d6a9d1214a39013b                    2              False   \n",
       "31  5d3352a2d7afe5e267766a03c68ce883                    2              False   \n",
       "32  945255696d7beb2c1118e52d65fb8ab7                    2              False   \n",
       "33  4164f33d00e1d78a351ff05530f680dd                    2              False   \n",
       "34  945255696d7beb2c1118e52d65fb8ab7                    2              False   \n",
       "35  d2d1b8fb216557be160bef405ccde8ba                    2              False   \n",
       "36  244c498c451abbc1063dfc1b00f6daab                    2              False   \n",
       "37  6535ae399139ebe6df514c63e89fb1b8                    2              False   \n",
       "38  3af8fdebe74dbbbe76f5ec2df67915bd                    2              False   \n",
       "39  d2d1b8fb216557be160bef405ccde8ba                    2              False   \n",
       "\n",
       "    recruiter.recruiterName     recruiter.recruiterTitle  \\\n",
       "0                       武女士                         薪酬主管   \n",
       "1                       卢先生                     COE-招聘专家   \n",
       "2                       王女士                                \n",
       "3                       白女士                         hrbp   \n",
       "4                       刘女士          Associate HRBP-APAC   \n",
       "5                       吴女士                HR Specialist   \n",
       "6                       朱女士           Talent Acquisition   \n",
       "7                       李女士                           顾问   \n",
       "8                       鱼女士                           HR   \n",
       "9                       卢先生                     COE-招聘专家   \n",
       "10                      秦女士                         猎头顾问   \n",
       "11                      叶女士                       高级人事专员   \n",
       "12                      方女士                         猎头顾问   \n",
       "13                      邱先生                        区域总经理   \n",
       "14                      卢先生                     COE-招聘专家   \n",
       "15                      李女士                       人力资源经理   \n",
       "16                      白女士               Talent Partner   \n",
       "17                      祝女士            Regional Sr. HRBP   \n",
       "18                      罗女士                         人事专员   \n",
       "19                      刘女士                     人事主管hrbp   \n",
       "20                      王先生                         招聘经理   \n",
       "21                      毛先生                         HRBP   \n",
       "22                      李女士                   TA Partner   \n",
       "23                      孙女士                 人力资源伙伴(HRBP)   \n",
       "24                      马先生                         hr主管   \n",
       "25                      吴先生                           HR   \n",
       "26                      钱女士                         招聘专员   \n",
       "27                      钱女士                         招聘专员   \n",
       "28                      刘先生                 物联网解决方案事业部副总   \n",
       "29                      孙女士                         猎头顾问   \n",
       "30                      孙女士                                \n",
       "31                      唐先生                       人力资源专员   \n",
       "32                      袁女士  HR Recruiting and Marketing   \n",
       "33                      杨女士                TA Consultant   \n",
       "34                      袁女士  HR Recruiting and Marketing   \n",
       "35                      白女士               Talent Partner   \n",
       "36                      刘女士                           HR   \n",
       "37                      徐女士                       人事行政经理   \n",
       "38                      陈女士                         招聘经理   \n",
       "39                      白女士               Talent Partner   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \n",
       "0   aab3594cf4dc0598c0cfb1e0554ca3f3  56c2940045ce594f1f6025c506a.png  \n",
       "1   38257b39145a161601e34eb19c58fa5c  5f8f986bdfb13a7dee342f2108u.jpg  \n",
       "2   51a04c4a8dd26798e20a523d05b17bde  5f8f9866dfb13a7dee342f1808u.jpg  \n",
       "3   e26b3b71749bfd548b299e4b3258c395  5f8f9865ea60860b75384fa508u.jpg  \n",
       "4   18d91c08495a8eb4b16207fad6c9700b  5f8f986779c7cc70efbf36c008u.jpg  \n",
       "5   14799e1bef289c70aa9b550257de7ea8  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "6   1e0168f7bd79f761b830e0c9a9674d81  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "7   d4be0c7af21e622076f4668dbe33f725  57c4e9d345ce9f0a74a9b8cd04a.png  \n",
       "8   3ebcddd9b3193ceafb68be0b3ae411e1  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "9   38257b39145a161601e34eb19c58fa5c  5f8f986bdfb13a7dee342f2108u.jpg  \n",
       "10  a39e65ec739c49f5f63871c18e9f3afc  54d0c343712e13549ab2b96701a.jpg  \n",
       "11  3d38444cf16082b86af796bc41f43a15  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "12  9856b42059af30c2416f9a918ce7977e  63999371594b4a36d28791d808u.png  \n",
       "13  268b78cf04b4cef281e37a42dfcc231f  5f8f986aea60860b75384fab08u.jpg  \n",
       "14  38257b39145a161601e34eb19c58fa5c  5f8f986bdfb13a7dee342f2108u.jpg  \n",
       "15  0bf0722094c925ae8c9f9862da3ad695  620b0b321cd3cd37445a7c6301u.png  \n",
       "16  6a77933d13f747d05e6b925786705a3c  5f8f9865ea60860b75384fa508u.jpg  \n",
       "17  c2a29033a4fe825502099587be9f7a60  60bef91a67e2645716093e3606u.png  \n",
       "18  9683a93a622d7c7988be5e5da67840ca  612ee8409642e05302411cb105u.png  \n",
       "19  054c0284cfb288bbd93592fe09f38641  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "20  d63f4978d5082c5a3c17040eac6965ff  5f8f986bdfb13a7dee342f2108u.jpg  \n",
       "21  5a4c262d8885e9942c69f434aaa14096  5f8f98698dbe6273dcf8516008u.jpg  \n",
       "22  e72091f3abe9808674e9c6e34f8a68d7  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "23  6ba963bf320d184de99485503740fff1  5a9f63498e509036ebf34f6d06a.png  \n",
       "24  c680de1a3cee3bf025e0bf90184688b3  6221c7f64c56d92afb77eebe03u.png  \n",
       "25  bd41282741832b495d14fcb327ba54e1  6384709c34e8df2c1c647dda07u.png  \n",
       "26  1a8d134495ec642f0ef1e946585a18a9  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "27  1a8d134495ec642f0ef1e946585a18a9  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "28  c204e12c186b70d57858b553fb56c213  616d0eaff3e81c74a137689a06u.png  \n",
       "29  353e506e435b98110f03be3f8eb70477  6124674cfeab1239c90f01d601u.png  \n",
       "30  64ad619618d438cff438b82dd3028b0c  5f8f9863f6d1ab58476f246a08u.jpg  \n",
       "31  612c11dd210e0464ec5c2059058991df  5f8f986c79c7cc70efbf36c808u.jpg  \n",
       "32  efd682ffb2d75c5f7925fbb0185fb9fb  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "33  b69fd5c36585947f42d05a8e2630beaf  5f8f9866dfb13a7dee342f1808u.jpg  \n",
       "34  efd682ffb2d75c5f7925fbb0185fb9fb  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "35  6a77933d13f747d05e6b925786705a3c  5f8f9865ea60860b75384fa508u.jpg  \n",
       "36  243d415a12abad30e1d708dd7b6c9ab7  5f8f9866dfb13a7dee342f1808u.jpg  \n",
       "37  e27428a84e155db6cb41cd1ccd3c908b  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "38  82b656079372824a4b73c7d29c43d41f  5f8f986779c7cc70efbf36c008u.jpg  \n",
       "39  6a77933d13f747d05e6b925786705a3c  5f8f9865ea60860b75384fa508u.jpg  \n",
       "\n",
       "[40 rows x 29 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4beab68b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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